A useful AI integration needs more than a successful API call. Authentication, authorization, discoverability, and repeatable testing all matter.
In a recent technical implementation, I validated an unattended application-authentication approach and confirmed that an AI client could establish sessions and discover supported business actions.
My biggest takeaway: start with narrowly scoped access and verifiable tool calls, then expand carefully as business value becomes clear.